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    AI Disclosure & Provenance Gate

    by PubsProToolkit

    1

    An adversarial gate to verify AI-use disclosures and draft compliant provenance statements for any venue.

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    See it in action

    You say

    Review this blog post I wrote with some help from GPT-4o for a tech industry site. I haven't added any disclosure yet. Is it needed?

    Your agent does

    VERDICT: DISCLOSE

    WHY:

    • Content was AI-assisted but lacks attribution.
    • Tech industry norms favor transparency regarding LLM usage in editorial copy.

    PRODUCTION METHOD: AI-assisted

    SUGGESTED DISCLOSURE: "The author used GPT-4o to assist in drafting this article. The final content has been reviewed and edited for accuracy by the author."

    PLACEMENT:

    • Footer or at the end of the post.

    NOTES: This is guidance based on general norms, not legal advice. Check the site's specific AI policy.

    What you get

    Draft compliant disclosure statements for academic or journal submissionsVerify if marketing copy requires AI-usage flags for social platformsAudit existing AI statements for vague or misleading languageCategorize content production methods to maintain internal governance logs

    About this skill

    Catch missing AI disclosures before you publish

    Many journals, news outlets, app stores, and employers now ask creators to disclose when AI tools helped produce their content. The AI Disclosure and Provenance Gate is an adversarial review layer that checks your work against these common expectations and drafts an honest, ready-to-paste statement before you hit publish or submit.

    What it does

    Give it your draft, code, or caption and tell it how the content was produced and where it is going. The skill classifies the production method, judges any disclosure you already have, and generates a statement matched to your venue.

    • Adversarial review: it looks for vague or misleading wording, such as "may contain AI content", that does not actually inform a reader.
    • Context aware: it adapts to whether you are submitting to a journal, a news outlet, an app store, or a company blog.
    • Provenance mapping: it sorts production methods (human only, AI assisted, AI generated then edited, fully AI generated) so your attribution stays consistent.

    Why use it

    Asking an AI to "write a disclosure" often produces generic or overconfident legal sounding text. This skill follows a disciplined, step by step method to produce plain, specific statements, and it tells you where to place them. It will not help you hide genuine AI involvement, because honest disclosure is what protects your credibility.

    Output

    You get a structured report: a clear VERDICT (such as DISCLOSE or REVISE DISCLOSURE), a SUGGESTED DISCLOSURE block you can copy, PLACEMENT guidance, and NOTES. The bundled templates file gives reusable statements and a placement guide.

    This is a review aid based on general norms, not legal advice. You are responsible for your venue's actual rules.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Creator

    PubsProToolkit builds rigor-first skills for AI agents — they write your docs and content properly, then adversarially review them to catch what's wrong before it ships. The result: cleaner output and a hard quality gate in one toolkit. Built by a CMPP-certified, PhD medical writer who brings regulated-industry standards to developer docs, content, compliance, and research integrity.

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